{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分布探查使用及版本说明\n",
    "\n",
    "## 使用说明\n",
    "> 只需要更改配置信息里的文件路径\n",
    "## 版本说明\n",
    "---\n",
    "- 2019-06-28_V1.1\n",
    "    - 修复了一些bug\n",
    "- 2019-06-27_V1.0\n",
    "    - 分别使用等频分箱、卡方分箱、最优分箱（CART）进行分箱。\n",
    "    - 统计三种分箱的数据分布情况，并计算三种情况下的WOE、IV值。\n",
    "    - 输出统计和计算结果。\n",
    "    \n",
    "---\n",
    "## TODO\n",
    "- 与scorecard里的代码规范一致\n",
    "- 增加非数值型变量的分箱操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 配置信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dir = 'EDA/'\n",
    "# file_path = 'data/input_data/after_12_rules_data_2019-06-26.xlsx'\n",
    "file_path = 'data/input_data/3_repeat_droped_width_table_2019-08-12.xlsx'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入所需包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "from EDA import vars_binning\n",
    "import constant\n",
    "from EDA.plotFigure import plotFigure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(file_path)\n",
    "target = 'if_credit'\n",
    "keep_cols = constant.first_selected\n",
    "keep_cols.append(target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[keep_cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1159, 20)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 默认三种分箱,并写入文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:45<00:00,  2.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All Done!\n",
      "===开始写入excel表===\n",
      "写入文件成功！表名为： data_explore_20190812.xlsx\n",
      "Write Success!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "dist_out_file = 'data_explore_20190812.xlsx'\n",
    "vars_binning.default_binning(df,target,dist_out_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人工自由分箱\n",
    "free_binning 使用说明\n",
    "- **vars_binning.free_binning(df,col,target,binning_type=None)**\n",
    "    - **df**:DataFrame\n",
    "    - **col**:要进行分箱操作的列名\n",
    "    - **target**:标签列名\n",
    "    - **binning_type**:要进行分箱的类型。可以为字符串或数字列表\n",
    "        - equal_frequence_binning\n",
    "        - chi2_max_interval\n",
    "        - chi2_min_threshold\n",
    "        - optimal_binning\n",
    "        - 数字列表如[0,100,200,500,1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>all_pct</th>\n",
       "      <th>p_count</th>\n",
       "      <th>p_pct</th>\n",
       "      <th>n_count</th>\n",
       "      <th>n_pct</th>\n",
       "      <th>woe</th>\n",
       "      <th>iv</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>(9.9, 20.0]</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.022</td>\n",
       "      <td>-11.238</td>\n",
       "      <td>3.160e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(20.0, 40.0]</th>\n",
       "      <td>368.0</td>\n",
       "      <td>0.318</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.069</td>\n",
       "      <td>288.0</td>\n",
       "      <td>0.248</td>\n",
       "      <td>-0.089</td>\n",
       "      <td>2.469e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(40.0, 60.0]</th>\n",
       "      <td>322.0</td>\n",
       "      <td>0.278</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.074</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.182</td>\n",
       "      <td>9.666e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(60.0, inf]</th>\n",
       "      <td>444.0</td>\n",
       "      <td>0.383</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.090</td>\n",
       "      <td>340.0</td>\n",
       "      <td>0.293</td>\n",
       "      <td>0.007</td>\n",
       "      <td>1.946e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nan</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total</th>\n",
       "      <td>1159.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>270.0</td>\n",
       "      <td>0.233</td>\n",
       "      <td>889.0</td>\n",
       "      <td>0.767</td>\n",
       "      <td>-11.137</td>\n",
       "      <td>3.282e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count  all_pct  p_count  p_pct  n_count  n_pct     woe  \\\n",
       "(9.9, 20.0]     25.0    0.022      0.0  0.000     25.0  0.022 -11.238   \n",
       "(20.0, 40.0]   368.0    0.318     80.0  0.069    288.0  0.248  -0.089   \n",
       "(40.0, 60.0]   322.0    0.278     86.0  0.074    236.0  0.204   0.182   \n",
       "(60.0, inf]    444.0    0.383    104.0  0.090    340.0  0.293   0.007   \n",
       "Nan              0.0    0.000      0.0  0.000      0.0  0.000   0.000   \n",
       "Total         1159.0    1.000    270.0  0.233    889.0  0.767 -11.137   \n",
       "\n",
       "                     iv  \n",
       "(9.9, 20.0]   3.160e-01  \n",
       "(20.0, 40.0]  2.469e-03  \n",
       "(40.0, 60.0]  9.666e-03  \n",
       "(60.0, inf]   1.946e-05  \n",
       "Nan           0.000e+00  \n",
       "Total         3.282e-01  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col = 'accessRuleInfo_monthsFromEarliestInvoiceDate'\n",
    "binning_type = [10,20,40,60,80]\n",
    "dist,iv= vars_binning.free_binning(df,col,target,binning_type)\n",
    "# print(dist) #复制到一个单元格使用这一行\n",
    "dist #复制到表格使用这一行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1159, 20)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 变量分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_cols = []\n",
    "num_cols = []\n",
    "for i in range(len(df.columns)-1):\n",
    "    if df[df.columns[i]].dtype == object:\n",
    "        cat_cols.append(df.columns[i])\n",
    "    else:\n",
    "        num_cols.append(df.columns[i])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 类别型变量用柱形统计图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数值型变量用概率直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.family']='Heiti'\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Heiti'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Heiti'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for col in num_cols[:1]:\n",
    "#     sns.kdeplot(df[col],shade=True)\n",
    "#     plt.title(col)\n",
    "# plt.show()\n",
    "import math\n",
    "inf = math.inf\n",
    "df = df.replace({-inf:0,inf:0})\n",
    "pf = plotFigure()\n",
    "pf.plot_num_col(df,df.columns[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 双变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plot_linear_corr(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
